Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 103904 |
| Missing cells | 310 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.8 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 6 |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Seat comfort is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Inflight service | High correlation |
Baggage handling is highly correlated with Inflight service | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Type of Travel is highly correlated with Class | High correlation |
Class is highly correlated with Type of Travel and 1 other fields | High correlation |
satisfaction is highly correlated with Class | High correlation |
Type of Travel is highly correlated with satisfaction | High correlation |
Class is highly correlated with Online boarding | High correlation |
Inflight wifi service is highly correlated with Departure/Arrival time convenient and 4 other fields | High correlation |
Departure/Arrival time convenient is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 3 other fields | High correlation |
Gate location is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Online boarding is highly correlated with Class and 5 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 5 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 6 other fields | High correlation |
On-board service is highly correlated with Inflight entertainment and 3 other fields | High correlation |
Leg room service is highly correlated with Inflight entertainment and 2 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Checkin service is highly correlated with Seat comfort | High correlation |
Inflight service is highly correlated with Inflight entertainment and 3 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 3 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
satisfaction is highly correlated with Type of Travel and 4 other fields | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
id is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
id has unique values | Unique |
Inflight wifi service has 3103 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 5300 (5.1%) zeros | Zeros |
Ease of Online booking has 4487 (4.3%) zeros | Zeros |
Online boarding has 2428 (2.3%) zeros | Zeros |
Departure Delay in Minutes has 58668 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 58159 (56.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-11-24 03:48:14.878679 |
|---|---|
| Analysis finished | 2021-11-24 03:49:38.223188 |
| Duration | 1 minute and 23.34 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51951.5 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5195.15 |
| Q1 | 25975.75 |
| median | 51951.5 |
| Q3 | 77927.25 |
| 95-th percentile | 98707.85 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 51951.5 |
Descriptive statistics
| Standard deviation | 29994.64552 |
|---|---|
| Coefficient of variation (CV) | 0.5773586041 |
| Kurtosis | -1.2 |
| Mean | 51951.5 |
| Median Absolute Deviation (MAD) | 25976 |
| Skewness | 0 |
| Sum | 5397968656 |
| Variance | 899678760 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 29988 | 1 | < 0.1% |
| 81165 | 1 | < 0.1% |
| 75022 | 1 | < 0.1% |
| 77071 | 1 | < 0.1% |
| 103704 | 1 | < 0.1% |
| 99610 | 1 | < 0.1% |
| 101659 | 1 | < 0.1% |
| 21792 | 1 | < 0.1% |
| 23841 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
| Distinct | 103904 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64924.2105 |
| Minimum | 1 |
|---|---|
| Maximum | 129880 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6593.15 |
| Q1 | 32533.75 |
| median | 64856.5 |
| Q3 | 97368.25 |
| 95-th percentile | 123409.7 |
| Maximum | 129880 |
| Range | 129879 |
| Interquartile range (IQR) | 64834.5 |
Descriptive statistics
| Standard deviation | 37463.81225 |
|---|---|
| Coefficient of variation (CV) | 0.5770391655 |
| Kurtosis | -1.198440096 |
| Mean | 64924.2105 |
| Median Absolute Deviation (MAD) | 32410 |
| Skewness | 0.002864248253 |
| Sum | 6745885168 |
| Variance | 1403537228 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4094 | 1 | < 0.1% |
| 83074 | 1 | < 0.1% |
| 52275 | 1 | < 0.1% |
| 62516 | 1 | < 0.1% |
| 64565 | 1 | < 0.1% |
| 58422 | 1 | < 0.1% |
| 60471 | 1 | < 0.1% |
| 33850 | 1 | < 0.1% |
| 35899 | 1 | < 0.1% |
| 46140 | 1 | < 0.1% |
| Other values (103894) | 103894 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 129880 | 1 | |
| 129879 | 1 | |
| 129878 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129873 | 1 | |
| 129871 | 1 | |
| 129870 | 1 | |
| 129869 | 1 | |
| 129867 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.014917616 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 52727 | |
| Male | 51177 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| female | 52727 | |
| male | 51177 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.54803472 |
| Min length | 14 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | disloyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 84923 | |
| disloyal Customer | 18981 | 18.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| customer | 103904 | |
| loyal | 84923 | |
| disloyal | 18981 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Age
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.37970627 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.1149637 |
|---|---|
| Coefficient of variation (CV) | 0.3838262174 |
| Kurtosis | -0.7195681169 |
| Mean | 39.37970627 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.004516127072 |
| Sum | 4091709 |
| Variance | 228.4621276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 2969 | 2.9% |
| 25 | 2798 | 2.7% |
| 40 | 2574 | 2.5% |
| 44 | 2482 | 2.4% |
| 42 | 2457 | 2.4% |
| 41 | 2456 | 2.4% |
| 22 | 2351 | 2.3% |
| 23 | 2346 | 2.3% |
| 45 | 2339 | 2.3% |
| 47 | 2329 | 2.2% |
| Other values (65) | 78803 |
| Value | Count | Frequency (%) |
| 7 | 562 | |
| 8 | 640 | |
| 9 | 692 | |
| 10 | 683 | |
| 11 | 678 | |
| 12 | 635 | |
| 13 | 633 | |
| 14 | 707 | |
| 15 | 818 | |
| 16 | 899 |
| Value | Count | Frequency (%) |
| 85 | 17 | < 0.1% |
| 80 | 78 | 0.1% |
| 79 | 42 | < 0.1% |
| 78 | 33 | < 0.1% |
| 77 | 87 | |
| 76 | 45 | < 0.1% |
| 75 | 61 | 0.1% |
| 74 | 47 | < 0.1% |
| 73 | 51 | < 0.1% |
| 72 | 201 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 71655 | |
| Personal Travel | 32249 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| travel | 103904 | |
| business | 71655 | |
| personal | 32249 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.750567832 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco Plus |
|---|---|
| 2nd row | Business |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 49665 | |
| Eco | 46745 | |
| Eco Plus | 7494 | 7.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| eco | 54239 | |
| business | 49665 | |
| plus | 7494 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Flight Distance
Real number (ℝ≥0)
| Distinct | 3802 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1189.448375 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 175 |
| Q1 | 414 |
| median | 843 |
| Q3 | 1743 |
| 95-th percentile | 3383 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1329 |
Descriptive statistics
| Standard deviation | 997.1472805 |
|---|---|
| Coefficient of variation (CV) | 0.838327498 |
| Kurtosis | 0.2685354395 |
| Mean | 1189.448375 |
| Median Absolute Deviation (MAD) | 517 |
| Skewness | 1.109465668 |
| Sum | 123588444 |
| Variance | 994302.6991 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 337 | 660 | 0.6% |
| 594 | 395 | 0.4% |
| 404 | 392 | 0.4% |
| 2475 | 369 | 0.4% |
| 862 | 369 | 0.4% |
| 447 | 362 | 0.3% |
| 236 | 351 | 0.3% |
| 192 | 333 | 0.3% |
| 399 | 332 | 0.3% |
| 308 | 329 | 0.3% |
| Other values (3792) | 100012 |
| Value | Count | Frequency (%) |
| 31 | 8 | < 0.1% |
| 56 | 8 | < 0.1% |
| 67 | 128 | |
| 73 | 59 | |
| 74 | 30 | < 0.1% |
| 76 | 1 | < 0.1% |
| 77 | 41 | < 0.1% |
| 78 | 30 | < 0.1% |
| 80 | 2 | < 0.1% |
| 82 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 12 | |
| 4963 | 13 | |
| 4817 | 5 | < 0.1% |
| 4502 | 10 | |
| 4243 | 18 | |
| 4000 | 11 | |
| 3999 | 5 | < 0.1% |
| 3998 | 8 | |
| 3997 | 9 | |
| 3996 | 8 |
Inflight wifi service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.729683169 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3103 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.327829471 |
|---|---|
| Coefficient of variation (CV) | 0.4864408757 |
| Kurtosis | -0.8461697189 |
| Mean | 2.729683169 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.04040802158 |
| Sum | 283625 |
| Variance | 1.763131105 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 25868 | |
| 2 | 25830 | |
| 4 | 19794 | |
| 1 | 17840 | |
| 5 | 11469 | |
| 0 | 3103 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3103 | 3.0% |
| 1 | 17840 | |
| 2 | 25830 | |
| 3 | 25868 | |
| 4 | 19794 | |
| 5 | 11469 |
| Value | Count | Frequency (%) |
| 5 | 11469 | |
| 4 | 19794 | |
| 3 | 25868 | |
| 2 | 25830 | |
| 1 | 17840 | |
| 0 | 3103 | 3.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.060296043 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5300 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.525075197 |
|---|---|
| Coefficient of variation (CV) | 0.4983423748 |
| Kurtosis | -1.037767284 |
| Mean | 3.060296043 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3343986322 |
| Sum | 317977 |
| Variance | 2.325854357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 25546 | |
| 5 | 22403 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 5300 | 5.1% |
| 1 | 15498 | |
| 2 | 17191 | |
| 3 | 17966 | |
| 4 | 25546 | |
| 5 | 22403 |
| Value | Count | Frequency (%) |
| 5 | 22403 | |
| 4 | 25546 | |
| 3 | 17966 | |
| 2 | 17191 | |
| 1 | 15498 | |
| 0 | 5300 | 5.1% |
Ease of Online booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.756900601 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4487 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.398929473 |
|---|---|
| Coefficient of variation (CV) | 0.5074283318 |
| Kurtosis | -0.9103462085 |
| Mean | 2.756900601 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.01829427334 |
| Sum | 286453 |
| Variance | 1.957003669 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 24449 | |
| 2 | 24021 | |
| 4 | 19571 | |
| 1 | 17525 | |
| 5 | 13851 | |
| 0 | 4487 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 4487 | 4.3% |
| 1 | 17525 | |
| 2 | 24021 | |
| 3 | 24449 | |
| 4 | 19571 | |
| 5 | 13851 |
| Value | Count | Frequency (%) |
| 5 | 13851 | |
| 4 | 19571 | |
| 3 | 24449 | |
| 2 | 24021 | |
| 1 | 17525 | |
| 0 | 4487 | 4.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.976882507 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.27762101 |
|---|---|
| Coefficient of variation (CV) | 0.4291808653 |
| Kurtosis | -1.030283299 |
| Mean | 2.976882507 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05888941158 |
| Sum | 309310 |
| Variance | 1.632315446 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 28577 | |
| 4 | 24426 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 5 | 13879 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 17562 | |
| 2 | 19459 | |
| 3 | 28577 | |
| 4 | 24426 | |
| 5 | 13879 |
| Value | Count | Frequency (%) |
| 5 | 13879 | |
| 4 | 24426 | |
| 3 | 28577 | |
| 2 | 19459 | |
| 1 | 17562 | |
| 0 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.202128888 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 107 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.329532711 |
|---|---|
| Coefficient of variation (CV) | 0.4152027471 |
| Kurtosis | -1.145453205 |
| Mean | 3.202128888 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.151279497 |
| Sum | 332714 |
| Variance | 1.767657229 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 24359 | |
| 5 | 22313 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 107 | 0.1% |
| 1 | 12837 | |
| 2 | 21988 | |
| 3 | 22300 | |
| 4 | 24359 | |
| 5 | 22313 |
| Value | Count | Frequency (%) |
| 5 | 22313 | |
| 4 | 24359 | |
| 3 | 22300 | |
| 2 | 21988 | |
| 1 | 12837 | |
| 0 | 107 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.250375346 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2428 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.349508954 |
|---|---|
| Coefficient of variation (CV) | 0.4151855739 |
| Kurtosis | -0.7020058043 |
| Mean | 3.250375346 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4538516953 |
| Sum | 337727 |
| Variance | 1.821174416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30762 | |
| 3 | 21804 | |
| 5 | 20713 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2428 | 2.3% |
| 1 | 10692 | 10.3% |
| 2 | 17505 | |
| 3 | 21804 | |
| 4 | 30762 | |
| 5 | 20713 |
| Value | Count | Frequency (%) |
| 5 | 20713 | |
| 4 | 30762 | |
| 3 | 21804 | |
| 2 | 17505 | |
| 1 | 10692 | 10.3% |
| 0 | 2428 | 2.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.439395981 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.319087519 |
|---|---|
| Coefficient of variation (CV) | 0.3835230157 |
| Kurtosis | -0.9257020682 |
| Mean | 3.439395981 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4827753882 |
| Sum | 357367 |
| Variance | 1.739991882 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 31765 | |
| 5 | 26470 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12075 | 11.6% |
| 2 | 14897 | |
| 3 | 18696 | |
| 4 | 31765 | |
| 5 | 26470 |
| Value | Count | Frequency (%) |
| 5 | 26470 | |
| 4 | 31765 | |
| 3 | 18696 | |
| 2 | 14897 | |
| 1 | 12075 | 11.6% |
| 0 | 1 | < 0.1% |
Inflight entertainment
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35815753 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.332990715 |
|---|---|
| Coefficient of variation (CV) | 0.3969410913 |
| Kurtosis | -1.060695752 |
| Mean | 3.35815753 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3651305877 |
| Sum | 348926 |
| Variance | 1.776864245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29423 | |
| 5 | 25213 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 12478 | |
| 2 | 17637 | |
| 3 | 19139 | |
| 4 | 29423 | |
| 5 | 25213 |
| Value | Count | Frequency (%) |
| 5 | 25213 | |
| 4 | 29423 | |
| 3 | 19139 | |
| 2 | 17637 | |
| 1 | 12478 | |
| 0 | 14 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.382362565 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.288354361 |
|---|---|
| Coefficient of variation (CV) | 0.3809036837 |
| Kurtosis | -0.8923352438 |
| Mean | 3.382362565 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4200307451 |
| Sum | 351441 |
| Variance | 1.659856959 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30867 | |
| 5 | 23648 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 11872 | 11.4% |
| 2 | 14681 | |
| 3 | 22833 | |
| 4 | 30867 | |
| 5 | 23648 |
| Value | Count | Frequency (%) |
| 5 | 23648 | |
| 4 | 30867 | |
| 3 | 22833 | |
| 2 | 14681 | |
| 1 | 11872 | 11.4% |
| 0 | 3 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35105482 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 472 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.315604619 |
|---|---|
| Coefficient of variation (CV) | 0.3925941801 |
| Kurtosis | -0.9802569111 |
| Mean | 3.35105482 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3502313446 |
| Sum | 348188 |
| Variance | 1.730815514 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 28789 | |
| 5 | 24667 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 472 | 0.5% |
| 1 | 10353 | 10.0% |
| 2 | 19525 | |
| 3 | 20098 | |
| 4 | 28789 | |
| 5 | 24667 |
| Value | Count | Frequency (%) |
| 5 | 24667 | |
| 4 | 28789 | |
| 3 | 20098 | |
| 2 | 19525 | |
| 1 | 10353 | 10.0% |
| 0 | 472 | 0.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 4 | 37383 | |
| 5 | 27131 | |
| 3 | 20632 | |
| 2 | 11521 | 11.1% |
| 1 | 7237 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.304290499 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.265395827 |
|---|---|
| Coefficient of variation (CV) | 0.382955381 |
| Kurtosis | -0.8288770565 |
| Mean | 3.304290499 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3649819608 |
| Sum | 343329 |
| Variance | 1.601226599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29055 | |
| 3 | 28446 | |
| 5 | 20619 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 12890 | |
| 2 | 12893 | |
| 3 | 28446 | |
| 4 | 29055 | |
| 5 | 20619 |
| Value | Count | Frequency (%) |
| 5 | 20619 | |
| 4 | 29055 | |
| 3 | 28446 | |
| 2 | 12893 | |
| 1 | 12890 | |
| 0 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.640427702 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.175663034 |
|---|---|
| Coefficient of variation (CV) | 0.3229464035 |
| Kurtosis | -0.3575091976 |
| Mean | 3.640427702 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6903139573 |
| Sum | 378255 |
| Variance | 1.382183569 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 37945 | |
| 5 | 27116 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 7084 | 6.8% |
| 2 | 11457 | 11.0% |
| 3 | 20299 | |
| 4 | 37945 | |
| 5 | 27116 |
| Value | Count | Frequency (%) |
| 5 | 27116 | |
| 4 | 37945 | |
| 3 | 20299 | |
| 2 | 11457 | 11.0% |
| 1 | 7084 | 6.8% |
| 0 | 3 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.286350862 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.312272847 |
|---|---|
| Coefficient of variation (CV) | 0.3993100256 |
| Kurtosis | -1.012557651 |
| Mean | 3.286350862 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3000744927 |
| Sum | 341465 |
| Variance | 1.722060025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 27179 | |
| 3 | 24574 | |
| 5 | 22689 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 13318 | |
| 2 | 16132 | |
| 3 | 24574 | |
| 4 | 27179 | |
| 5 | 22689 |
| Value | Count | Frequency (%) |
| 5 | 22689 | |
| 4 | 27179 | |
| 3 | 24574 | |
| 2 | 16132 | |
| 1 | 13318 | |
| 0 | 12 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 446 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.81561826 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 58668 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 78 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 38.23090058 |
|---|---|
| Coefficient of variation (CV) | 2.580445845 |
| Kurtosis | 100.2670058 |
| Mean | 14.81561826 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.73397951 |
| Sum | 1539402 |
| Variance | 1461.601759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Other values (436) | 29000 |
| Value | Count | Frequency (%) |
| 0 | 58668 | |
| 1 | 2948 | 2.8% |
| 2 | 2274 | 2.2% |
| 3 | 2009 | 1.9% |
| 4 | 1854 | 1.8% |
| 5 | 1692 | 1.6% |
| 6 | 1517 | 1.5% |
| 7 | 1392 | 1.3% |
| 8 | 1295 | 1.2% |
| 9 | 1255 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 | |
| 853 | 1 | |
| 750 | 1 |
Arrival Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 455 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 310 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.1786783 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 58159 |
| Zeros (%) | 56.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 811.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 79 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.69868202 |
|---|---|
| Coefficient of variation (CV) | 2.549542276 |
| Kurtosis | 94.5370055 |
| Mean | 15.1786783 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.596636807 |
| Sum | 1572420 |
| Variance | 1497.58799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Other values (445) | 29888 |
| Value | Count | Frequency (%) |
| 0 | 58159 | |
| 1 | 2211 | 2.1% |
| 2 | 2064 | 2.0% |
| 3 | 1952 | 1.9% |
| 4 | 1907 | 1.8% |
| 5 | 1658 | 1.6% |
| 6 | 1616 | 1.6% |
| 7 | 1481 | 1.4% |
| 8 | 1394 | 1.3% |
| 9 | 1264 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 | |
| 823 | 1 | |
| 729 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 811.9 KiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.93334232 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutral or dissatisfied |
|---|---|
| 2nd row | neutral or dissatisfied |
| 3rd row | satisfied |
| 4th row | neutral or dissatisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 58879 | |
| satisfied | 45025 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| dissatisfied | 58879 | |
| or | 58879 | |
| neutral | 58879 | |
| satisfied | 45025 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 70172 | Male | Loyal Customer | 13 | Personal Travel | Eco Plus | 460 | 3 | 4 | 3 | 1 | 5 | 3 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 5 | 25 | 18.0 | neutral or dissatisfied |
| 1 | 1 | 5047 | Male | disloyal Customer | 25 | Business travel | Business | 235 | 3 | 2 | 3 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 3 | 1 | 4 | 1 | 1 | 6.0 | neutral or dissatisfied |
| 2 | 2 | 110028 | Female | Loyal Customer | 26 | Business travel | Business | 1142 | 2 | 2 | 2 | 2 | 5 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 4 | 5 | 0 | 0.0 | satisfied |
| 3 | 3 | 24026 | Female | Loyal Customer | 25 | Business travel | Business | 562 | 2 | 5 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 3 | 1 | 4 | 2 | 11 | 9.0 | neutral or dissatisfied |
| 4 | 4 | 119299 | Male | Loyal Customer | 61 | Business travel | Business | 214 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 3 | 3 | 4 | 4 | 3 | 3 | 3 | 0 | 0.0 | satisfied |
| 5 | 5 | 111157 | Female | Loyal Customer | 26 | Personal Travel | Eco | 1180 | 3 | 4 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 6 | 6 | 82113 | Male | Loyal Customer | 47 | Personal Travel | Eco | 1276 | 2 | 4 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 3 | 5 | 2 | 9 | 23.0 | neutral or dissatisfied |
| 7 | 7 | 96462 | Female | Loyal Customer | 52 | Business travel | Business | 2035 | 4 | 3 | 4 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 5 | 4 | 4 | 0.0 | satisfied |
| 8 | 8 | 79485 | Female | Loyal Customer | 41 | Business travel | Business | 853 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 1 | 1 | 2 | 1 | 4 | 1 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 9 | 9 | 65725 | Male | disloyal Customer | 20 | Business travel | Eco | 1061 | 3 | 3 | 3 | 4 | 2 | 3 | 3 | 2 | 2 | 3 | 4 | 4 | 3 | 2 | 0 | 0.0 | neutral or dissatisfied |
Last rows
| Unnamed: 0 | id | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 103894 | 103894 | 86549 | Male | Loyal Customer | 26 | Business travel | Business | 712 | 4 | 4 | 4 | 4 | 5 | 5 | 5 | 5 | 3 | 4 | 4 | 3 | 4 | 5 | 17 | 26.0 | satisfied |
| 103895 | 103895 | 66030 | Female | disloyal Customer | 24 | Business travel | Eco | 1055 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 3 | 5 | 5 | 4 | 1 | 13 | 10.0 | neutral or dissatisfied |
| 103896 | 103896 | 71445 | Male | Loyal Customer | 57 | Business travel | Eco | 867 | 4 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 1 | 3 | 4 | 0 | 0.0 | neutral or dissatisfied |
| 103897 | 103897 | 102203 | Female | Loyal Customer | 60 | Business travel | Business | 1599 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 9 | 7.0 | satisfied |
| 103898 | 103898 | 60666 | Male | Loyal Customer | 50 | Personal Travel | Eco | 1620 | 3 | 1 | 3 | 4 | 2 | 3 | 2 | 2 | 4 | 3 | 4 | 2 | 4 | 2 | 0 | 0.0 | neutral or dissatisfied |
| 103899 | 103899 | 94171 | Female | disloyal Customer | 23 | Business travel | Eco | 192 | 2 | 1 | 2 | 3 | 2 | 2 | 2 | 2 | 3 | 1 | 4 | 2 | 3 | 2 | 3 | 0.0 | neutral or dissatisfied |
| 103900 | 103900 | 73097 | Male | Loyal Customer | 49 | Business travel | Business | 2347 | 4 | 4 | 4 | 4 | 2 | 4 | 5 | 5 | 5 | 5 | 5 | 5 | 5 | 4 | 0 | 0.0 | satisfied |
| 103901 | 103901 | 68825 | Male | disloyal Customer | 30 | Business travel | Business | 1995 | 1 | 1 | 1 | 3 | 4 | 1 | 5 | 4 | 3 | 2 | 4 | 5 | 5 | 4 | 7 | 14.0 | neutral or dissatisfied |
| 103902 | 103902 | 54173 | Female | disloyal Customer | 22 | Business travel | Eco | 1000 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 4 | 5 | 1 | 5 | 4 | 1 | 0 | 0.0 | neutral or dissatisfied |
| 103903 | 103903 | 62567 | Male | Loyal Customer | 27 | Business travel | Business | 1723 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 4 | 3 | 1 | 0 | 0.0 | neutral or dissatisfied |